mlsanityData to 14 Oct 2026

PDFFlow: parton distribution functions on GPU

arXiv 2009.06635 ↗First posted 14 Sep 2020hep-ph cs.LG physics.comp-phcited by 5

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Abstract (arXiv)

We present PDFFlow, a new software for fast evaluation of parton distribution functions (PDFs) designed for platforms with hardware accelerators. PDFs are essential for the calculation of particle physics observables through Monte Carlo simulation techniques. The evaluation of a generic set of PDFs for quarks and gluon at a given momentum fraction and energy scale requires the implementation of interpolation algorithms as introduced for the first time by the LHAPDF project. PDFFlow extends and implements these interpolation algorithms using Google's TensorFlow library providing the capabilities to perform PDF evaluations taking fully advantage of multi-threading CPU and GPU setups. We benchmark the performance of this library on multiple scenarios relevant for the particle physics community.

Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 14 Sep 2020.

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Citing papers per year: 2021: 1; 2022: 1; 2023: 2; 2024: 1.

5 papers.